{"id":"W2971484450","doi":"10.22456/1679-1916.95708","title":"edX participants’ profile: analysis of the factors that lead to the search for certification","year":2019,"lang":"en","type":"article","venue":"RENOTE","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; Massive open online course; Medical education; Computer science; Psychology; World Wide Web; Political science; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002587992,0.000182381,0.0001692304,0.0008365023,0.000697415,0.001067612,0.0003811195,0.000441478,0.005937702],"category_scores_gemma":[0.008637451,0.0001388638,0.0002643142,0.0004443702,0.0002427003,0.0007768254,0.001139981,0.0005585958,0.0007994366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003742681,"about_ca_system_score_gemma":0.0005251204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002291294,"about_ca_topic_score_gemma":0.002820202,"domain_scores_codex":[0.999025,0.0003115583,0.00008518383,0.0001010055,0.0002337593,0.0002435641],"domain_scores_gemma":[0.9938539,0.001895199,0.001559476,0.0002012255,0.0009161063,0.001574148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001987304,0.0003246251,0.980911,0.00003564236,0.00001180951,0.0001276001,0.007697943,0.00003260341,0.000561471,0.0001161391,0.000484668,0.009497699],"study_design_scores_gemma":[0.000006826339,0.000177449,0.9810736,0.00002461644,0.000008553546,0.0001353764,0.01661777,0.0002466856,0.0002109591,0.00004316062,0.001446106,0.000008961971],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990753,0.00004053865,0.00007478675,0.0000558631,0.00000568702,0.00001987799,0.00007049995,0.000001460698,0.0006558797],"genre_scores_gemma":[0.9984546,0.00003813012,0.0000789502,0.00001602772,0.000005462526,0.00002765388,0.0001144235,0.000001412238,0.001263388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005937702,"threshold_uncertainty_score":0.01986355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08968313223926987,"score_gpt":0.3395876992219375,"score_spread":0.2499045669826677,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}